我将使用Python协程(asyncio)实现一个简化版的MapReduce框架，包含Mapper、Reducer和协调器组件。

import asyncio

from collections import defaultdict

class AsyncMapReduce:

def __init__(self, mapper, reducer, num_mappers=4, num_reducers=2):

self.mapper = mapper

self.reducer = reducer

self.num_mappers = num_mappers

self.num_reducers = num_reducers

self.queue = asyncio.Queue()

self.intermediate = defaultdict(list)

self.result = None

async def mapper_task(self, chunk):

mapped = await self.mapper(chunk)

for key, value in mapped:

await self.queue.put((key, value))

async def reducer_task(self, key):

while True:

try:

item = await asyncio.wait_for(self.queue.get(), timeout=0.1)

if item[0] == key:

self.intermediate[key].append(item[1])

else:

await self.queue.put(item)

break

except asyncio.TimeoutError:

break

reduced = await self.reducer(key, self.intermediate[key])

return (key, reduced)

async def run(self, data_chunks):

# Split data into chunks

chunks = [data_chunks[i::self.num_mappers] for i in range(self.num_mappers)]

# Start mappers

mappers = [asyncio.create_task(self.mapper_task(chunk))

for chunk in chunks if chunk]

# Start reducers

unique_keys = set(k for chunk in chunks for k, _ in self.mapper(chunk))

reducers = [asyncio.create_task(self.reducer_task(key))

for key in unique_keys]

await asyncio.gather(*mappers)

await asyncio.gather(*reducers)

# Collect results

self.result = dict(await asyncio.gather(*reducers))

return self.result

# 示例使用

async def word_count_mapper(text):

words = text.lower().split()

return [(word, 1) for word in words]

async def word_count_reducer(key, values):

return sum(values)

async def main():

texts = [

"hello world hello python",

"python is great",

"hello asyncio",

"mapreduce with python"

]

mr = AsyncMapReduce(word_count_mapper, word_count_reducer)

result = await mr.run(texts)

print("Word count results:", result)

if __name__ == "__main__":

asyncio.run(main())

这个实现使用asyncio协程构建了MapReduce框架，包含Mapper和Reducer的异步任务调度。主类AsyncMapReduce负责协调整个流程，示例展示了经典的词频统计应用。

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python 用协程实现 MapReduce